Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 6819 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 692.7 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 1 |
Debt ratio % is highly correlated with Current Liability to Assets and 5 other fields | High correlation |
Current Liability to Assets is highly correlated with Debt ratio % and 5 other fields | High correlation |
Borrowing dependency is highly correlated with Debt ratio % and 5 other fields | High correlation |
Current Liability to Current Assets is highly correlated with Debt ratio % and 5 other fields | High correlation |
Liability to Equity is highly correlated with Debt ratio % and 5 other fields | High correlation |
Current Liabilities/Equity is highly correlated with Debt ratio % and 5 other fields | High correlation |
Net Income to Total Assets is highly correlated with ROA(A) before interest and % after tax and 3 other fields | High correlation |
ROA(A) before interest and % after tax is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
ROA(B) before interest and depreciation after tax is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
ROA(C) before interest and depreciation before interest is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
Net worth/Assets is highly correlated with Debt ratio % and 5 other fields | High correlation |
Persistent EPS in the Last Four Seasons is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
Debt ratio % is highly correlated with Current Liability to Assets and 1 other fields | High correlation |
Current Liability to Assets is highly correlated with Debt ratio % and 1 other fields | High correlation |
Borrowing dependency is highly correlated with Liability to Equity and 1 other fields | High correlation |
Liability to Equity is highly correlated with Borrowing dependency and 1 other fields | High correlation |
Current Liabilities/Equity is highly correlated with Borrowing dependency and 1 other fields | High correlation |
Net Income to Total Assets is highly correlated with ROA(A) before interest and % after tax and 3 other fields | High correlation |
ROA(A) before interest and % after tax is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
ROA(B) before interest and depreciation after tax is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
ROA(C) before interest and depreciation before interest is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
Net worth/Assets is highly correlated with Debt ratio % and 1 other fields | High correlation |
Persistent EPS in the Last Four Seasons is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
Debt ratio % is highly correlated with Current Liability to Assets and 5 other fields | High correlation |
Current Liability to Assets is highly correlated with Debt ratio % and 3 other fields | High correlation |
Borrowing dependency is highly correlated with Debt ratio % and 3 other fields | High correlation |
Current Liability to Current Assets is highly correlated with Debt ratio % and 3 other fields | High correlation |
Liability to Equity is highly correlated with Debt ratio % and 5 other fields | High correlation |
Current Liabilities/Equity is highly correlated with Debt ratio % and 5 other fields | High correlation |
Net Income to Total Assets is highly correlated with ROA(A) before interest and % after tax and 3 other fields | High correlation |
ROA(A) before interest and % after tax is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
ROA(B) before interest and depreciation after tax is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
ROA(C) before interest and depreciation before interest is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
Net worth/Assets is highly correlated with Debt ratio % and 5 other fields | High correlation |
Persistent EPS in the Last Four Seasons is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
Debt ratio % is highly correlated with Current Liability to Assets and 5 other fields | High correlation |
Current Liability to Assets is highly correlated with Debt ratio % and 4 other fields | High correlation |
Borrowing dependency is highly correlated with Debt ratio % and 6 other fields | High correlation |
Current Liability to Current Assets is highly correlated with Borrowing dependency and 1 other fields | High correlation |
Liability to Equity is highly correlated with Debt ratio % and 4 other fields | High correlation |
Current Liabilities/Equity is highly correlated with Debt ratio % and 6 other fields | High correlation |
Net Income to Total Assets is highly correlated with ROA(A) before interest and % after tax and 3 other fields | High correlation |
ROA(A) before interest and % after tax is highly correlated with Borrowing dependency and 4 other fields | High correlation |
ROA(B) before interest and depreciation after tax is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
ROA(C) before interest and depreciation before interest is highly correlated with Net Income to Total Assets and 3 other fields | High correlation |
Net worth/Assets is highly correlated with Debt ratio % and 5 other fields | High correlation |
Persistent EPS in the Last Four Seasons is highly correlated with Debt ratio % and 6 other fields | High correlation |
Borrowing dependency is highly skewed (γ1 = 20.83889089) | Skewed |
Liability to Equity is highly skewed (γ1 = 27.45946714) | Skewed |
Current Liabilities/Equity is highly skewed (γ1 = 23.79916473) | Skewed |
Current Liability to Assets has unique values | Unique |
Current Liability to Current Assets has unique values | Unique |
Liability to Equity has unique values | Unique |
Current Liabilities/Equity has unique values | Unique |
Net Income to Total Assets has unique values | Unique |
Reproduction
| Analysis started | 2021-12-26 21:12:19.953948 |
|---|---|
| Analysis finished | 2021-12-26 21:12:55.427563 |
| Duration | 35.47 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 4208 |
|---|---|
| Distinct (%) | 61.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.113177085 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.03221876228 |
| Q1 | 0.07289052816 |
| median | 0.1114067177 |
| Q3 | 0.1488043051 |
| 95-th percentile | 0.2026181334 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.07591377694 |
Descriptive statistics
| Standard deviation | 0.05392030606 |
|---|---|
| Coefficient of variation (CV) | 0.4764242344 |
| Kurtosis | 10.72972726 |
| Mean | 0.113177085 |
| Median Absolute Deviation (MAD) | 0.03803246969 |
| Skewness | 0.9807961168 |
| Sum | 771.7545424 |
| Variance | 0.002907399406 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1129183421 | 6 | 0.1% |
| 0.08915560661 | 6 | 0.1% |
| 0.1282159809 | 6 | 0.1% |
| 0.1194787919 | 6 | 0.1% |
| 0.1234090153 | 6 | 0.1% |
| 0.115457871 | 6 | 0.1% |
| 0.1401578136 | 6 | 0.1% |
| 0.106720682 | 6 | 0.1% |
| 0.1484415153 | 5 | 0.1% |
| 0.07576261451 | 5 | 0.1% |
| Other values (4198) | 6761 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0002720923905 | 1 | |
| 0.000362789854 | 1 | |
| 0.0005744172688 | 1 | |
| 0.001088369562 | 1 | |
| 0.001511624392 | 1 | |
| 0.001874414246 | 1 | |
| 0.00208604166 | 1 | |
| 0.003144178734 | 1 | |
| 0.003537201076 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.525410406 | 1 | |
| 0.3384829338 | 1 | |
| 0.3318922514 | 1 | |
| 0.3269341234 | 1 | |
| 0.3213713456 | 1 | |
| 0.3127550866 | 1 | |
| 0.3053783596 | 1 | |
| 0.2951900112 | 1 | |
| 0.2937086193 | 1 |
Current Liability to Assets
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 6819 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09067279457 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.02545154402 |
| Q1 | 0.05330127643 |
| median | 0.08270479498 |
| Q3 | 0.1195229935 |
| 95-th percentile | 0.1864716616 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06622171704 |
Descriptive statistics
| Standard deviation | 0.05028985667 |
|---|---|
| Coefficient of variation (CV) | 0.5546300509 |
| Kurtosis | 15.87008762 |
| Mean | 0.09067279457 |
| Median Absolute Deviation (MAD) | 0.03205254968 |
| Skewness | 1.608203407 |
| Sum | 618.2977862 |
| Variance | 0.002529069684 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.0706115178 | 1 | < 0.1% |
| 0.09376487769 | 1 | < 0.1% |
| 0.0754771696 | 1 | < 0.1% |
| 0.04301376978 | 1 | < 0.1% |
| 0.03427297109 | 1 | < 0.1% |
| 0.1430964207 | 1 | < 0.1% |
| 0.04036558909 | 1 | < 0.1% |
| 0.0287600187 | 1 | < 0.1% |
| 0.04114479991 | 1 | < 0.1% |
| Other values (6809) | 6809 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0007840110673 | 1 | |
| 0.0008467483803 | 1 | |
| 0.001043266907 | 1 | |
| 0.001481324676 | 1 | |
| 0.001576854456 | 1 | |
| 0.001798340062 | 1 | |
| 0.001986677558 | 1 | |
| 0.002676870263 | 1 | |
| 0.00281985645 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.3431427367 | 1 | |
| 0.3368441252 | 1 | |
| 0.3239173828 | 1 | |
| 0.3076863542 | 1 | |
| 0.302764902 | 1 | |
| 0.2965914479 | 1 | |
| 0.2829127953 | 1 | |
| 0.2749715246 | 1 | |
| 0.2734331566 | 1 |
Borrowing dependency
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 4338 |
|---|---|
| Distinct (%) | 63.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3746542946 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3696371815 |
| Q1 | 0.3701678436 |
| median | 0.3726243226 |
| Q3 | 0.3762707372 |
| 95-th percentile | 0.3847602123 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.006102893646 |
Descriptive statistics
| Standard deviation | 0.01628616336 |
|---|---|
| Coefficient of variation (CV) | 0.04346984297 |
| Kurtosis | 802.6464927 |
| Mean | 0.3746542946 |
| Median Absolute Deviation (MAD) | 0.002807085038 |
| Skewness | 20.83889089 |
| Sum | 2554.767635 |
| Variance | 0.0002652391168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3696371815 | 1153 | 16.9% |
| 0.3696394182 | 15 | 0.2% |
| 0.3696382998 | 11 | 0.2% |
| 0.3696528385 | 7 | 0.1% |
| 0.369657312 | 6 | 0.1% |
| 0.3697188218 | 5 | 0.1% |
| 0.370619102 | 5 | 0.1% |
| 0.3707242279 | 5 | 0.1% |
| 0.3715708269 | 5 | 0.1% |
| 0.3698474333 | 5 | 0.1% |
| Other values (4328) | 5602 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.1871240911 | 1 | < 0.1% |
| 0.2620352373 | 1 | < 0.1% |
| 0.2707427927 | 1 | < 0.1% |
| 0.2797254648 | 1 | < 0.1% |
| 0.2958936036 | 1 | < 0.1% |
| 0.357055625 | 1 | < 0.1% |
| 0.3574403411 | 1 | < 0.1% |
| 0.3696371815 | 1153 | |
| 0.3696382998 | 11 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9548193512 | 1 | |
| 0.8874347716 | 1 | |
| 0.7346107993 | 1 | |
| 0.6690256619 | 1 | |
| 0.6136500381 | 1 | |
| 0.5294430788 | 1 | |
| 0.5283560323 | 1 | |
| 0.5142389668 | 1 | |
| 0.4653654914 | 1 |
Current Liability to Current Assets
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 6819 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03150636575 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.007755176684 |
| Q1 | 0.01803366571 |
| median | 0.02759714285 |
| Q3 | 0.03837461585 |
| 95-th percentile | 0.06425132425 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.02034095015 |
Descriptive statistics
| Standard deviation | 0.03084468845 |
|---|---|
| Coefficient of variation (CV) | 0.9789986157 |
| Kurtosis | 310.9992346 |
| Mean | 0.03150636575 |
| Median Absolute Deviation (MAD) | 0.01009095905 |
| Skewness | 13.18866055 |
| Sum | 214.841908 |
| Variance | 0.0009513948058 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.0381482085 | 1 | < 0.1% |
| 0.03287553793 | 1 | < 0.1% |
| 0.02937935492 | 1 | < 0.1% |
| 0.0270097755 | 1 | < 0.1% |
| 0.03921518383 | 1 | < 0.1% |
| 0.02167672334 | 1 | < 0.1% |
| 0.03708995441 | 1 | < 0.1% |
| 0.03396949128 | 1 | < 0.1% |
| 0.01589158113 | 1 | < 0.1% |
| Other values (6809) | 6809 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.000122444303 | 1 | |
| 0.0002143969531 | 1 | |
| 0.000220030886 | 1 | |
| 0.0002793402759 | 1 | |
| 0.0007703564177 | 1 | |
| 0.0008251649916 | 1 | |
| 0.0008338195305 | 1 | |
| 0.001302946504 | 1 | |
| 0.001322997169 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9168142529 | 1 | |
| 0.6506609847 | 1 | |
| 0.6117238123 | 1 | |
| 0.4606747753 | 1 | |
| 0.4246769153 | 1 | |
| 0.4095629959 | 1 | |
| 0.4009048751 | 1 | |
| 0.3560842866 | 1 | |
| 0.35353878 | 1 |
Liability to Equity
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDUNIQUE| Distinct | 6819 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2803651538 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2755735124 |
| Q1 | 0.2769442426 |
| median | 0.2787775836 |
| Q3 | 0.2814491856 |
| 95-th percentile | 0.2888978503 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.004504942962 |
Descriptive statistics
| Standard deviation | 0.01446322358 |
|---|---|
| Coefficient of variation (CV) | 0.05158709411 |
| Kurtosis | 1209.203491 |
| Mean | 0.2803651538 |
| Median Absolute Deviation (MAD) | 0.002112616367 |
| Skewness | 27.45946714 |
| Sum | 1911.809984 |
| Variance | 0.0002091848362 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.2802692781 | 1 | < 0.1% |
| 0.2836510878 | 1 | < 0.1% |
| 0.2845211767 | 1 | < 0.1% |
| 0.2753301125 | 1 | < 0.1% |
| 0.2758164118 | 1 | < 0.1% |
| 0.2757134317 | 1 | < 0.1% |
| 0.2760781344 | 1 | < 0.1% |
| 0.283745258 | 1 | < 0.1% |
| 0.2755278243 | 1 | < 0.1% |
| Other values (6809) | 6809 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.1335029048 | 1 | |
| 0.1827903589 | 1 | |
| 0.1991621032 | 1 | |
| 0.2092217139 | 1 | |
| 0.2187852746 | 1 | |
| 0.2592797984 | 1 | |
| 0.2652200579 | 1 | |
| 0.2747790832 | 1 | |
| 0.27478509 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.7453520044 | 1 | |
| 0.6523469016 | 1 | |
| 0.6436918261 | 1 | |
| 0.484318141 | 1 | |
| 0.4359073607 | 1 | |
| 0.402867299 | 1 | |
| 0.3878741471 | 1 | |
| 0.3683570459 | 1 | |
| 0.3631088245 | 1 |
Current Liabilities/Equity
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDUNIQUE| Distinct | 6819 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3314098006 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3269614666 |
| Q1 | 0.3280958417 |
| median | 0.3296851331 |
| Q3 | 0.3323224048 |
| 95-th percentile | 0.3406930272 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.004226563123 |
Descriptive statistics
| Standard deviation | 0.01348802791 |
|---|---|
| Coefficient of variation (CV) | 0.04069894096 |
| Kurtosis | 1171.460092 |
| Mean | 0.3314098006 |
| Median Absolute Deviation (MAD) | 0.001868918255 |
| Skewness | 23.79916473 |
| Sum | 2259.88343 |
| Variance | 0.0001819268969 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.3277801859 | 1 | < 0.1% |
| 0.3457515028 | 1 | < 0.1% |
| 0.3292312465 | 1 | < 0.1% |
| 0.3366846223 | 1 | < 0.1% |
| 0.3376354404 | 1 | < 0.1% |
| 0.3491221511 | 1 | < 0.1% |
| 0.3486743543 | 1 | < 0.1% |
| 0.3274715002 | 1 | < 0.1% |
| 0.3280530691 | 1 | < 0.1% |
| Other values (6809) | 6809 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.1538112898 | 1 | |
| 0.2343906346 | 1 | |
| 0.2410526835 | 1 | |
| 0.2463249681 | 1 | |
| 0.2949064039 | 1 | |
| 0.3149125729 | 1 | |
| 0.3203953232 | 1 | |
| 0.3261745391 | 1 | |
| 0.3262058784 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.7758897871 | 1 | |
| 0.6278168731 | 1 | |
| 0.5366348501 | 1 | |
| 0.5260519642 | 1 | |
| 0.5230221074 | 1 | |
| 0.4377942569 | 1 | |
| 0.4146394982 | 1 | |
| 0.4008770807 | 1 | |
| 0.3994190742 | 1 |
Net Income to Total Assets
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 6819 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.80776022 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.7476647524 |
| Q1 | 0.7967498492 |
| median | 0.8106190421 |
| Q3 | 0.8264545295 |
| 95-th percentile | 0.858852674 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.02970468035 |
Descriptive statistics
| Standard deviation | 0.04033219153 |
|---|---|
| Coefficient of variation (CV) | 0.04993089599 |
| Kurtosis | 43.73442462 |
| Mean | 0.80776022 |
| Median Absolute Deviation (MAD) | 0.01446272251 |
| Skewness | -3.684096776 |
| Sum | 5508.11694 |
| Variance | 0.001626685674 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.8463965848 | 1 | < 0.1% |
| 0.8129948788 | 1 | < 0.1% |
| 0.7870815622 | 1 | < 0.1% |
| 0.5917162228 | 1 | < 0.1% |
| 0.7982746737 | 1 | < 0.1% |
| 0.8461913154 | 1 | < 0.1% |
| 0.8197846163 | 1 | < 0.1% |
| 0.8285605996 | 1 | < 0.1% |
| 0.9231550519 | 1 | < 0.1% |
| Other values (6809) | 6809 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.2247920408 | 1 | |
| 0.4118092246 | 1 | |
| 0.4126209876 | 1 | |
| 0.4209954626 | 1 | |
| 0.4237552887 | 1 | |
| 0.4355689544 | 1 | |
| 0.4539159124 | 1 | |
| 0.4665774485 | 1 | |
| 0.4818362509 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9828792526 | 1 | |
| 0.9813150841 | 1 | |
| 0.9593201168 | 1 | |
| 0.9443278076 | 1 | |
| 0.9383598262 | 1 | |
| 0.9344023921 | 1 | |
| 0.9323183813 | 1 | |
| 0.9251994541 | 1 | |
| 0.9248188742 | 1 |
ROA(A) before interest and % after tax
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 3151 |
|---|---|
| Distinct (%) | 46.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5586249159 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4567433493 |
| Q1 | 0.5355429568 |
| median | 0.55980157 |
| Q3 | 0.5891572176 |
| 95-th percentile | 0.6538922809 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.05361426079 |
Descriptive statistics
| Standard deviation | 0.06562003103 |
|---|---|
| Coefficient of variation (CV) | 0.1174670681 |
| Kurtosis | 9.038784836 |
| Mean | 0.5586249159 |
| Median Absolute Deviation (MAD) | 0.02643916267 |
| Skewness | -1.033726837 |
| Sum | 3809.263301 |
| Variance | 0.004305988473 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5596925425 | 13 | 0.2% |
| 0.5682511993 | 13 | 0.2% |
| 0.554186655 | 10 | 0.1% |
| 0.563126908 | 10 | 0.1% |
| 0.5578935892 | 10 | 0.1% |
| 0.5660161361 | 10 | 0.1% |
| 0.5589293502 | 10 | 0.1% |
| 0.5613279546 | 9 | 0.1% |
| 0.5806258177 | 9 | 0.1% |
| 0.5405582207 | 9 | 0.1% |
| Other values (3141) | 6716 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.006923244658 | 1 | |
| 0.0571849106 | 1 | |
| 0.06928696031 | 1 | |
| 0.09016572176 | 1 | |
| 0.09071085914 | 1 | |
| 0.09125599651 | 1 | |
| 0.1066288705 | 1 | |
| 0.1199302224 | 1 | |
| 0.1215111208 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9847361535 | 1 | |
| 0.954535543 | 1 | |
| 0.9470671609 | 1 | |
| 0.9427060619 | 1 | |
| 0.8755996511 | 1 | |
| 0.8317160925 | 1 | |
| 0.8201591801 | 1 | |
| 0.8160161361 | 1 | |
| 0.8092564326 | 1 |
ROA(B) before interest and depreciation after tax
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 3160 |
|---|---|
| Distinct (%) | 46.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5535887094 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4601852348 |
| Q1 | 0.5272766208 |
| median | 0.5522779592 |
| Q3 | 0.5841051448 |
| 95-th percentile | 0.6470046576 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.05682852401 |
Descriptive statistics
| Standard deviation | 0.06159480929 |
|---|---|
| Coefficient of variation (CV) | 0.1112645693 |
| Kurtosis | 7.929073722 |
| Mean | 0.5535887094 |
| Median Absolute Deviation (MAD) | 0.02773167728 |
| Skewness | -0.7635637192 |
| Sum | 3774.921409 |
| Variance | 0.003793920532 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5524921034 | 10 | 0.1% |
| 0.5582204615 | 10 | 0.1% |
| 0.538786873 | 10 | 0.1% |
| 0.5514749184 | 10 | 0.1% |
| 0.543551582 | 9 | 0.1% |
| 0.5434445099 | 9 | 0.1% |
| 0.5540446491 | 9 | 0.1% |
| 0.5405000268 | 9 | 0.1% |
| 0.5507254136 | 9 | 0.1% |
| 0.5522779592 | 9 | 0.1% |
| Other values (3150) | 6725 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.03351357139 | 1 | |
| 0.05482092189 | 1 | |
| 0.08838802934 | 1 | |
| 0.0917608009 | 1 | |
| 0.1122115745 | 1 | |
| 0.1124257187 | 1 | |
| 0.1716365972 | 1 | |
| 0.1832003855 | 1 | |
| 0.2067562503 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9577600514 | 1 | |
| 0.9325981048 | 1 | |
| 0.8691578778 | 1 | |
| 0.8233845495 | 1 | |
| 0.8145511002 | 1 | |
| 0.8102682156 | 1 | |
| 0.8038974249 | 1 | |
| 0.7982226029 | 1 | |
| 0.7964559131 | 1 |
ROA(C) before interest and depreciation before interest
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 3333 |
|---|---|
| Distinct (%) | 48.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5051796332 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4130990104 |
| Q1 | 0.4765270804 |
| median | 0.5027056013 |
| Q3 | 0.5355628138 |
| 95-th percentile | 0.6016233608 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.05903573344 |
Descriptive statistics
| Standard deviation | 0.06068563875 |
|---|---|
| Coefficient of variation (CV) | 0.1201268514 |
| Kurtosis | 6.390770202 |
| Mean | 0.5051796332 |
| Median Absolute Deviation (MAD) | 0.02905474577 |
| Skewness | -0.3239410032 |
| Sum | 3444.819919 |
| Variance | 0.003682746751 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4901282114 | 12 | 0.2% |
| 0.516452981 | 11 | 0.2% |
| 0.5138205041 | 10 | 0.1% |
| 0.499195632 | 10 | 0.1% |
| 0.5019256082 | 9 | 0.1% |
| 0.4803782967 | 8 | 0.1% |
| 0.5060693219 | 8 | 0.1% |
| 0.4981231414 | 8 | 0.1% |
| 0.5146492468 | 8 | 0.1% |
| 0.4950519183 | 8 | 0.1% |
| Other values (3323) | 6727 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.02427728757 | 1 | |
| 0.06693316433 | 1 | |
| 0.08141178765 | 1 | |
| 0.08282552528 | 1 | |
| 0.1023253547 | 1 | |
| 0.1264563935 | 1 | |
| 0.1605810949 | 1 | |
| 0.196802028 | 1 | |
| 0.2019694828 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9715302491 | 1 | |
| 0.8649636816 | 1 | |
| 0.8180178423 | 1 | |
| 0.7879881051 | 1 | |
| 0.7801394238 | 1 | |
| 0.7752644664 | 1 | |
| 0.7598108517 | 1 | |
| 0.7551308926 | 1 | |
| 0.7546433969 | 1 |
Net worth/Assets
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 4208 |
|---|---|
| Distinct (%) | 61.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.886822915 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.7973818666 |
| Q1 | 0.8511956949 |
| median | 0.8885932823 |
| Q3 | 0.9271094718 |
| 95-th percentile | 0.9677812377 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.07591377694 |
Descriptive statistics
| Standard deviation | 0.05392030606 |
|---|---|
| Coefficient of variation (CV) | 0.06080166079 |
| Kurtosis | 10.72972726 |
| Mean | 0.886822915 |
| Median Absolute Deviation (MAD) | 0.03803246969 |
| Skewness | -0.9807961168 |
| Sum | 6047.245458 |
| Variance | 0.002907399406 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.884542129 | 6 | 0.1% |
| 0.8870816579 | 6 | 0.1% |
| 0.9108443934 | 6 | 0.1% |
| 0.8805212081 | 6 | 0.1% |
| 0.8717840191 | 6 | 0.1% |
| 0.8598421864 | 6 | 0.1% |
| 0.8765909847 | 6 | 0.1% |
| 0.893279318 | 6 | 0.1% |
| 0.9499047677 | 5 | 0.1% |
| 0.8755328476 | 5 | 0.1% |
| Other values (4198) | 6761 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.474589594 | 1 | |
| 0.6615170662 | 1 | |
| 0.6681077486 | 1 | |
| 0.6730658766 | 1 | |
| 0.6786286544 | 1 | |
| 0.6872449134 | 1 | |
| 0.6946216404 | 1 | |
| 0.7048099888 | 1 | |
| 0.7062913807 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9997279076 | 1 | |
| 0.9996372101 | 1 | |
| 0.9994255827 | 1 | |
| 0.9989116304 | 1 | |
| 0.9984883756 | 1 | |
| 0.9981255858 | 1 | |
| 0.9979139583 | 1 | |
| 0.9968558213 | 1 | |
| 0.9964627989 | 1 |
Persistent EPS in the Last Four Seasons
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1358 |
|---|---|
| Distinct (%) | 19.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2288128526 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.192304056 |
| Q1 | 0.2147111657 |
| median | 0.2245438215 |
| Q3 | 0.2388200813 |
| 95-th percentile | 0.2766379881 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.02410891557 |
Descriptive statistics
| Standard deviation | 0.03326261308 |
|---|---|
| Coefficient of variation (CV) | 0.1453703876 |
| Kurtosis | 81.62179022 |
| Mean | 0.2288128526 |
| Median Absolute Deviation (MAD) | 0.0117235511 |
| Skewness | 5.135963053 |
| Sum | 1560.274842 |
| Variance | 0.001106401429 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2149002553 | 32 | 0.5% |
| 0.2182093221 | 27 | 0.4% |
| 0.2186820459 | 26 | 0.4% |
| 0.2185875012 | 26 | 0.4% |
| 0.214616621 | 26 | 0.4% |
| 0.2189656802 | 25 | 0.4% |
| 0.2184929564 | 23 | 0.3% |
| 0.2251110901 | 23 | 0.3% |
| 0.2201002175 | 23 | 0.3% |
| 0.2192493146 | 23 | 0.3% |
| Other values (1348) | 6565 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.07856670133 | 1 | |
| 0.079512149 | 1 | |
| 0.08423938735 | 1 | |
| 0.101824714 | 2 | |
| 0.1070246762 | 1 | |
| 0.1072137657 | 1 | |
| 0.1095773849 | 1 | |
| 0.1123191831 | 1 | |
| 0.1139264442 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.7795216035 | 1 | |
| 0.762692635 | 1 | |
| 0.7275219817 | 1 | |
| 0.6621915477 | 1 | |
| 0.5347452019 | 1 | |
| 0.5225489269 | 1 | |
| 0.5153635246 | 1 | |
| 0.4854873783 | 1 | |
| 0.4739529167 | 1 |
target
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.4 KiB |
| 0 | |
|---|---|
| 1 | 220 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6599 | |
| 1 | 220 | 3.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 6599 | |
| 1 | 220 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Debt ratio % | Current Liability to Assets | Borrowing dependency | Current Liability to Current Assets | Liability to Equity | Current Liabilities/Equity | Net Income to Total Assets | ROA(A) before interest and % after tax | ROA(B) before interest and depreciation after tax | ROA(C) before interest and depreciation before interest | Net worth/Assets | Persistent EPS in the Last Four Seasons | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.207576 | 0.147308 | 0.390284 | 0.118250 | 0.290202 | 0.339077 | 0.716845 | 0.424389 | 0.405750 | 0.370594 | 0.792424 | 0.169141 | 1 |
| 1 | 0.171176 | 0.056963 | 0.376760 | 0.047775 | 0.283846 | 0.329740 | 0.795297 | 0.538214 | 0.516730 | 0.464291 | 0.828824 | 0.208944 | 1 |
| 2 | 0.207516 | 0.098162 | 0.379093 | 0.025346 | 0.290189 | 0.334777 | 0.774670 | 0.499019 | 0.472295 | 0.426071 | 0.792484 | 0.180581 | 1 |
| 3 | 0.151465 | 0.098715 | 0.379743 | 0.067250 | 0.281721 | 0.331509 | 0.739555 | 0.451265 | 0.457733 | 0.399844 | 0.848535 | 0.193722 | 1 |
| 4 | 0.106509 | 0.110195 | 0.375025 | 0.047725 | 0.278514 | 0.330726 | 0.795016 | 0.538432 | 0.522298 | 0.465022 | 0.893491 | 0.212537 | 1 |
| 5 | 0.180427 | 0.139002 | 0.381448 | 0.099522 | 0.285087 | 0.335534 | 0.710420 | 0.415177 | 0.419134 | 0.388680 | 0.819573 | 0.174435 | 1 |
| 6 | 0.216102 | 0.115920 | 0.384999 | 0.060765 | 0.292504 | 0.337392 | 0.736619 | 0.445704 | 0.436158 | 0.390923 | 0.783898 | 0.161482 | 0 |
| 7 | 0.108202 | 0.087042 | 0.374219 | 0.030201 | 0.278607 | 0.329804 | 0.815350 | 0.570922 | 0.559077 | 0.508361 | 0.891798 | 0.225206 | 0 |
| 8 | 0.058591 | 0.058060 | 0.370253 | 0.021710 | 0.276423 | 0.328093 | 0.803647 | 0.545137 | 0.543284 | 0.488519 | 0.941409 | 0.218398 | 0 |
| 9 | 0.121293 | 0.094563 | 0.374509 | 0.025494 | 0.279388 | 0.330409 | 0.804195 | 0.550916 | 0.542963 | 0.495686 | 0.878707 | 0.217831 | 0 |
Last rows
| Debt ratio % | Current Liability to Assets | Borrowing dependency | Current Liability to Current Assets | Liability to Equity | Current Liabilities/Equity | Net Income to Total Assets | ROA(A) before interest and % after tax | ROA(B) before interest and depreciation after tax | ROA(C) before interest and depreciation before interest | Net worth/Assets | Persistent EPS in the Last Four Seasons | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6809 | 0.119963 | 0.084763 | 0.371641 | 0.087864 | 0.279303 | 0.329943 | 0.776535 | 0.500055 | 0.500937 | 0.448740 | 0.880037 | 0.208093 | 0 |
| 6810 | 0.142153 | 0.149451 | 0.369637 | 0.027995 | 0.280905 | 0.333761 | 0.846995 | 0.648005 | 0.631725 | 0.578901 | 0.857847 | 0.271533 | 0 |
| 6811 | 0.087886 | 0.026984 | 0.373569 | 0.021557 | 0.277588 | 0.327194 | 0.815844 | 0.567870 | 0.565823 | 0.518062 | 0.912114 | 0.232013 | 0 |
| 6812 | 0.062460 | 0.064763 | 0.369639 | 0.022721 | 0.276560 | 0.328349 | 0.806743 | 0.549498 | 0.537877 | 0.491639 | 0.937540 | 0.218682 | 0 |
| 6813 | 0.147081 | 0.093829 | 0.374587 | 0.048055 | 0.281325 | 0.331098 | 0.794028 | 0.531127 | 0.526099 | 0.477600 | 0.852919 | 0.213293 | 0 |
| 6814 | 0.124618 | 0.103838 | 0.373823 | 0.027951 | 0.279606 | 0.330914 | 0.799927 | 0.539468 | 0.543230 | 0.493687 | 0.875382 | 0.216602 | 0 |
| 6815 | 0.099253 | 0.089901 | 0.372505 | 0.031470 | 0.278132 | 0.329753 | 0.799748 | 0.538269 | 0.524172 | 0.475162 | 0.900747 | 0.216697 | 0 |
| 6816 | 0.038939 | 0.024414 | 0.369637 | 0.007542 | 0.275789 | 0.326921 | 0.797778 | 0.533744 | 0.520638 | 0.472725 | 0.961061 | 0.210929 | 0 |
| 6817 | 0.086979 | 0.083199 | 0.369649 | 0.022916 | 0.277547 | 0.329294 | 0.811808 | 0.559911 | 0.554045 | 0.506264 | 0.913021 | 0.228326 | 0 |
| 6818 | 0.014149 | 0.018517 | 0.370049 | 0.005579 | 0.275114 | 0.326690 | 0.815956 | 0.570105 | 0.549548 | 0.493053 | 0.985851 | 0.227758 | 0 |